EVAM - AN EIGENVECTOR-BASED ALGORITHM FOR MULTICHANNEL BLIND DECONVOLUTION OF INPUT COLORED SIGNALS

被引:142
作者
GURELLI, MI [1 ]
NIKIAS, CL [1 ]
机构
[1] UNIV SO CALIF,CTR RES APPL SIGNAL PROC,LOS ANGELES,CA 90089
基金
美国国家科学基金会;
关键词
D O I
10.1109/78.365293
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A new algorithm is proposed for the deconvolution of an unknown, possibly colored, Gaussian or nonstationary signal that is observed through two or more unknown channels described by rational system transfer functions. More specifically, not only. the root (pole and zero) locations but also the orders of the channel transfer functions are unknown. It is assumed that the channel orders may be overestimated. The proposed algorithm estimates the orders and root locations of the channel transfer functions, therefore it can also be used in multichannel system identification problems. The input signal is allowed to be nonstationary and the channel transfer functions may be nonminimum phase as well as noncausal, hence the proposed algorithm is particularly suitable for applications such as dereverberation of speech signals recorded through multiple microphones. Several experimental results indicate improvement compared to the existing methods in the literature.
引用
收藏
页码:134 / 149
页数:16
相关论文
共 13 条
[1]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[2]   FAST, RECURSIVE-LEAST-SQUARES TRANSVERSAL FILTERS FOR ADAPTIVE FILTERING [J].
CIOFFI, JM ;
KAILATH, T .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1984, 32 (02) :304-337
[3]   COMPARISON OF THE CONVERGENCE OF 2 ALGORITHMS FOR ADAPTIVE FIR DIGITAL-FILTERS [J].
CLAASEN, TACM ;
MECKLENBRAUKER, WFG .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1981, 28 (06) :510-518
[4]  
GOOCH RP, 1983, THESIS STANFORD U ST
[5]  
HAYKIN S, 1991, ADPATIVE FILTER THEO
[6]  
Nikias C., 1994, HIGHER ORDER SPECTRA, V2, P367
[7]   MODELING BY SHORTEST DATA DESCRIPTION [J].
RISSANEN, J .
AUTOMATICA, 1978, 14 (05) :465-471
[8]   ESTIMATING DIMENSION OF A MODEL [J].
SCHWARZ, G .
ANNALS OF STATISTICS, 1978, 6 (02) :461-464
[9]   NUMERICALLY STABLE FAST TRANSVERSAL FILTERS FOR RECURSIVE LEAST-SQUARES ADAPTIVE FILTERING [J].
SLOCK, DTM ;
KAILATH, T .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (01) :92-114
[10]   MODULAR AND NUMERICALLY STABLE FAST TRANSVERSAL FILTERS FOR MULTICHANNEL AND MULTIEXPERIMENT RLS [J].
SLOCK, DTM ;
CHISCI, L ;
LEVARI, H ;
KAILATH, T .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1992, 40 (04) :784-802